AI and 6G Into the Metaverse: Fundamentals, Challenges and Future Research Trends

被引:34
作者
Zawish, Muhammad [1 ]
Dharejo, Fayaz Ali [2 ]
Khowaja, Sunder Ali [3 ]
Raza, Saleem [4 ]
Davy, Steven [5 ]
Dev, Kapal [6 ,7 ,8 ]
Bellavista, Paolo [9 ]
机构
[1] South East Technol Univ, Walton Inst Informat & Commun Syst Sci, Waterford X91 K0EK, Ireland
[2] Khalifa Univ, Dept Elect Engn & Comp Sci, Abu Dhabi, U Arab Emirates
[3] Univ Sindh, Fac Engn & Technol, Jamshoro 76080, Pakistan
[4] Quaid E Awam Univ Engn, Dept Elect Engn Sci & Technol, Larkana 67480, Pakistan
[5] Technol Univ Dublin, Ctr Sustainable Digital Technol, Dublin D07 EWV4, Ireland
[6] Munster Technol Univ, Dept Comp Sci, Cork T12 P928, Ireland
[7] Univ Johannesburg, Inst Intelligent Syst, ZA-2006 Johannesburg, South Africa
[8] Lebanese Amer Univ, Dept Elect & Comp Engn, Byblos 1111, Lebanon
[9] Univ Bologna, Dept Comp Sci & Engn, I-40136 Bologna, Italy
来源
IEEE OPEN JOURNAL OF THE COMMUNICATIONS SOCIETY | 2024年 / 5卷
基金
爱尔兰科学基金会;
关键词
6G mobile communication; Surveys; Wireless communication; Computer vision; Telepresence; Metaverse; Artificial intelligence; 5G; 6G; AI; cloud and edge computing; AR/VR/XR; spatial computing; VIRTUAL-REALITY; AUGMENTED REALITY; WIRELESS NETWORKS; TACTILE-INTERNET; RESOURCE-ALLOCATION; EDGE INTELLIGENCE; NEXT-GENERATION; DIGITAL TWIN; VR VIDEO; 5G;
D O I
10.1109/OJCOMS.2024.3349465
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Since Facebook was renamed Meta, a lot of attention, debate, and exploration have intensified about what the Metaverse is, how it works, and the possible ways to exploit it. It is anticipated that Metaverse will be a continuum of rapidly emerging technologies, usecases, capabilities, and experiences that will make it up for the next evolution of the Internet. Several researchers have already surveyed the literature on artificial intelligence (AI) and wireless communications in realizing the Metaverse. However, due to the rapid emergence and continuous evolution of technologies, there is a need for a comprehensive and in-depth survey of the role of AI, 6G, and the nexus of both in realizing the immersive experiences of Metaverse. Therefore, in this survey, we first introduce the background and ongoing progress in augmented reality (AR), virtual reality (VR), mixed reality (MR) and spatial computing, followed by the technical aspects of AI and 6G. Then, we survey the role of AI in the Metaverse by reviewing the state-of-the-art in deep learning, computer vision, and Edge AI to extract the requirements of 6G in Metaverse. Next, we investigate the promising services of B5G/6G towards Metaverse, followed by identifying the role of AI in 6G networks and 6G networks for AI in support of Metaverse applications, and the need for sustainability in Metaverse. Finally, we enlist the existing and potential applications, usecases, and projects to highlight the importance of progress in the Metaverse. Moreover, in order to provide potential research directions to researchers, we underline the challenges, research gaps, and lessons learned identified from the literature review of the aforementioned technologies.
引用
收藏
页码:730 / 778
页数:49
相关论文
共 50 条
  • [41] Digital-Twin-Enabled 6G: Vision, Architectural Trends, and Future Directions
    Khan, Latif U.
    Saad, Walid
    Niyato, Dusit
    Han, Zhu
    Hong, Choong Seon
    IEEE COMMUNICATIONS MAGAZINE, 2022, 60 (01) : 74 - 80
  • [42] When Holographic Communication Meets Metaverse: Applications, Challenges, and Future Trends
    Shvetsov, Alexey V.
    Alsamhi, Saeed Hamood
    IEEE ACCESS, 2024, 12 : 197488 - 197515
  • [43] Transfer Learning Promotes 6G Wireless Communications: Recent Advances and Future Challenges
    Wang, Meiyu
    Lin, Yun
    Tian, Qiao
    Si, Guangzhen
    IEEE TRANSACTIONS ON RELIABILITY, 2021, 70 (02) : 790 - 807
  • [44] 6G Communication Networks: Introduction, Vision, Challenges, and Future Directions
    Pawan Meena
    Monti Babulal Pal
    Praphula Kumar Jain
    Rajendra Pamula
    Wireless Personal Communications, 2022, 125 : 1097 - 1123
  • [45] 6G Communication Networks: Introduction, Vision, Challenges, and Future Directions
    Meena, Pawan
    Pal, Monti Babulal
    Jain, Praphula Kumar
    Pamula, Rajendra
    WIRELESS PERSONAL COMMUNICATIONS, 2022, 125 (02) : 1097 - 1123
  • [46] Shift to 6G: Exploration on trends, vision, requirements, technologies, research, and standardization efforts
    Kumar, R. Dhinesh
    Chavhan, Suresh
    SUSTAINABLE ENERGY TECHNOLOGIES AND ASSESSMENTS, 2022, 54
  • [47] The metaverse in education: Definition, framework, features, potential applications, challenges, and future research topics
    Zhang, Xinli
    Chen, Yuchen
    Hu, Lailin
    Wang, Youmei
    FRONTIERS IN PSYCHOLOGY, 2022, 13
  • [48] A Distributed Microservice-Aware Paradigm for 6G: Challenges, Principles, and Research Opportunities
    Fu, Yaru
    Shan, Yue
    Zhu, Qi
    Hung, Kevin
    Wu, Yuan
    Quek, Tony Q. S.
    IEEE NETWORK, 2024, 38 (03): : 163 - 170
  • [49] 6G Wireless Communication Systems: Applications, Requirements, Technologies, Challenges, and Research Directions
    Chowdhury, Mostafa Zaman
    Shahjalal, Md
    Ahmed, Shakil
    Jang, Yeong Min
    IEEE OPEN JOURNAL OF THE COMMUNICATIONS SOCIETY, 2020, 1 : 957 - 975
  • [50] Task-Oriented Metaverse Design in the 6G Era
    Meng, Zhen
    She, Changyang
    Zhao, Guodong
    Imran, Muhammad A.
    Dohler, Mischa
    Li, Yonghui
    Vucetic, Branka
    IEEE WIRELESS COMMUNICATIONS, 2024, 31 (03) : 212 - 218